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Non-IID Recommender Systems: A Review and Framework of Recommendation Paradigm Shifting Artical
Longbing Cao
Engineering 2016, Volume 2, Issue 2, Pages 212-224 doi: 10.1016/J.ENG.2016.02.013
While recommendation plays an increasingly critical role in our living, study, work, and entertainmentIn this paper, the non-IID nature and characteristics of recommendation are discussed, followed by thenon-IID theoretical framework in order to build a deep and comprehensive understanding of the intrinsicnature of recommendation problems, from the perspective of both couplings and heterogeneity.This non-IID recommendation research triggers the paradigm shift from IID to non-IID recommendation research
Keywords: Independent and identically distributed (IID) Non-IID Heterogeneity Coupling relationship Coupling learning Relational learning IIDness learning Non-IIDness learning Recommender system Recommendation Non-IIDrecommendation
Toward Privacy-Preserving Personalized Recommendation Services Review
Cong Wang, Yifeng Zheng, Jinghua Jiang, Kui Ren
Engineering 2018, Volume 4, Issue 1, Pages 21-28 doi: 10.1016/j.eng.2018.02.005
Recommendation systems are crucially important for the delivery of personalized services to users.With personalized recommendation services, users can enjoy a variety of targeted recommendations suchIn addition, personalized recommendation services have become extremely effective revenue drivers forWe present the general architecture of personalized recommendation systems, the privacy issues therein, and existing works that focus on privacy-preserving personalized recommendation services.
Keywords: Privacy protection Personalized recommendation services Targeted delivery Collaborative filtering Machine
Rare tumors: a blue ocean of investigation
Frontiers of Medicine 2023, Volume 17, Issue 2, Pages 220-230 doi: 10.1007/s11684-023-0984-z
Keywords: rare tumors diagnosis flowchart treatment strategy clinical trials recommendation
A microblog recommendation algorithm based on social tagging and a temporal interest evolution model
Zhen-ming YUAN,Chi HUANG,Xiao-yan SUN,Xing-xing LI,Dong-rong XU
Frontiers of Information Technology & Electronic Engineering 2015, Volume 16, Issue 7, Pages 532-540 doi: 10.1631/FITEE.1400368
Keywords: Recommender system Collaborative filtering Social tagging Interest evolution model
EncyCatalogRec: catalog recommendation for encyclopedia article completion Article
Wei-ming LU, Jia-hui LIU, Wei XU, Peng WANG, Bao-gang WEI
Frontiers of Information Technology & Electronic Engineering 2020, Volume 21, Issue 3, Pages 436-447 doi: 10.1631/FITEE.1800363
Keywords: Catalog recommendation Encyclopedia article completion Product graph Transductive learning
Exploring nonlinear spatiotemporal effects for personalized next point-of-interest recommendation
孙曦,吕志民
Frontiers of Information Technology & Electronic Engineering 2023, Volume 24, Issue 9, Pages 1273-1286 doi: 10.1631/FITEE.2200304
Keywords: Point-of-interest recommendation Spatiotemporal effects Long short-term memory (LSTM) Attention mechanism
DAN: a deep association neural network approach for personalization recommendation Research Articles
Xu-na Wang, Qing-mei Tan,Xuna@nuaa.edu.cn,tanchina@nuaa.edu.cn
Frontiers of Information Technology & Electronic Engineering 2020, Volume 21, Issue 7, Pages 963-980 doi: 10.1631/FITEE.1900236
Keywords: Neural network Deep learning Deep association neural network (DAN) Recommendation
Fast code recommendation via approximate sub-tree matching Research Article
Yichao SHAO, Zhiqiu HUANG, Weiwei LI, Yaoshen YU,shaoyichao@nuaa.edu.cn,zqhuang@nuaa.edu.cn
Frontiers of Information Technology & Electronic Engineering 2022, Volume 23, Issue 8, Pages 1205-1216 doi: 10.1631/FITEE.2100379
Keywords: Code reuse Code recommendation Tree similarity Structure information
Frontiers of Medicine 2022, Volume 16, Issue 4, Pages 610-617 doi: 10.1007/s11684-021-0827-8
Keywords: bevacizumab elderly patient advanced non-small-cell lung cancer overall survival toxicity
APFD: an effective approach to taxi route recommendation with mobile trajectory big data Research Article
Wenyong ZHANG, Dawen XIA, Guoyan CHANG, Yang HU, Yujia HUO, Fujian FENG, Yantao LI, Huaqing LI
Frontiers of Information Technology & Electronic Engineering 2022, Volume 23, Issue 10, Pages 1494-1510 doi: 10.1631/FITEE.2100530
Keywords: Big data analytics Region extraction Artificial potential field Dijkstra Route recommendation GPS
RepoLike: amulti-feature-based personalized recommendation approach for open-source repositories None
Cheng YANG, Qiang FAN, Tao WANG, Gang YIN, Xun-hui ZHANG, Yue YU, Hua-min WANG
Frontiers of Information Technology & Electronic Engineering 2019, Volume 20, Issue 2, Pages 222-237 doi: 10.1631/FITEE.1700196
With the deep integration of software collaborative development and social networking, social coding represents a new style of software production and creation paradigm. Because of their good flexibility and openness, a large number of external contributors have been attracted to the open-source communities. They are playing a significant role in open-source development. However, the open-source development online is a globalized and distributed cooperative work. If left unsupervised, the contribution process may result in inefficiency. It takes contributors a lot of time to find suitable projects or tasks from thousands of open-source projects in the communities to work on. In this paper, we propose a new approach called “RepoLike,” to recommend repositories for developers based on linear combination and learning to rank. It uses the project popularity, technical dependencies among projects, and social connections among developers to measure the correlations between a developer and the given projects. Experimental results show that our approach can achieve over 25% of hit ratio when recommending 20 candidates, meaning that it can recommend closely correlated repositories to social developers.
Keywords: Social coding Open-source software Personal recommendation GitHub
A knowledge-guided and traditional Chinese medicine informed approach for herb recommendation Research Article
Zhe JIN, Yin ZHANG, Jiaxu MIAO, Yi YANG, Yueting ZHUANG, Yunhe PAN,11521043@zju.edu.cn,yinzh@zju.edu.cn
Frontiers of Information Technology & Electronic Engineering 2023, Volume 24, Issue 10, Pages 1416-1429 doi: 10.1631/FITEE.2200662
Keywords: Traditional Chinese medicine Herb recommendation Knowledge graph Graph attention network
Phosphorus supply and management in vegetable production systems in China
Rui WANG, Weiming SHI, Yilin LI
Frontiers of Agricultural Science and Engineering 2019, Volume 6, Issue 4, Pages 348-356 doi: 10.15302/J-FASE-2019277
Vegetable production systems involve high rates of chemical and organic fertilizer applications, leading to significant P accumulation in vegetable soils, as well as a decrease in P use efficiency (PUE), which is one of the key limiting factors in vegetable production. This review introduces the vegetable production systems in China and their fertilization status, and analyzes probable causes of overfertilization of vegetable fields. Poorly developed root systems and high P demand have led to the need to maintain much higher available P concentrations in the root zone for regular growth of vegetables, which might necessitate higher phosphate fertilizer input than the plants require. Research on strategies to improve vegetable PUE and the mechanisms of these strategies are summarized in this review. Increasing the P uptake by vegetables by supplying P during the critical growth stage and effectively utilizing the accumulated P by optimizing the C:P ratio in soils can substantially increase PUE. These advances will provide a basis for improving PUE and optimizing phosphate fertilizer applications in vegetable production through regulatory measures. In addition, some policies are recommended that could ensure the safety of vegetables and improve product quality. This review also aims to improve understanding of P cycling in vegetable fields and assist in the development of best practices to manage P reserves globally.
Keywords: phosphate fertilizer phosphorus use efficiency vegetable production systems phosphorus management policy recommendation
Explainable data transformation recommendation for automatic visualization Research Article
Ziliang WU, Wei CHEN, Yuxin MA, Tong XU, Fan YAN, Lei LV, Zhonghao QIAN, Jiazhi XIA,wzlzju@zju.edu.cn,chenvis@zju.edu.cn
Frontiers of Information Technology & Electronic Engineering 2023, Volume 24, Issue 7, Pages 1007-1027 doi: 10.1631/FITEE.2200409
Keywords: Data transformation Data transformation recommendation Automatic visualization Explainability
Self-supervised graph learning with target-adaptive masking for session-based recommendation Research Article
Yitong WANG, Fei CAI, Zhiqiang PAN, Chengyu SONG,wangyitong20@nudt.edu.cn,caifei08@nudt.edu.cn,panzhiqiang@nudt.edu.cn,songchengyu@nudt.edu.cn
Frontiers of Information Technology & Electronic Engineering 2023, Volume 24, Issue 1, Pages 73-87 doi: 10.1631/FITEE.2200137
Keywords: Session-based recommendation Self-supervised learning Graph neural networks Target-adaptive masking
Title Author Date Type Operation
Non-IID Recommender Systems: A Review and Framework of Recommendation Paradigm Shifting
Longbing Cao
Journal Article
Toward Privacy-Preserving Personalized Recommendation Services
Cong Wang, Yifeng Zheng, Jinghua Jiang, Kui Ren
Journal Article
A microblog recommendation algorithm based on social tagging and a temporal interest evolution model
Zhen-ming YUAN,Chi HUANG,Xiao-yan SUN,Xing-xing LI,Dong-rong XU
Journal Article
EncyCatalogRec: catalog recommendation for encyclopedia article completion
Wei-ming LU, Jia-hui LIU, Wei XU, Peng WANG, Bao-gang WEI
Journal Article
Exploring nonlinear spatiotemporal effects for personalized next point-of-interest recommendation
孙曦,吕志民
Journal Article
DAN: a deep association neural network approach for personalization recommendation
Xu-na Wang, Qing-mei Tan,Xuna@nuaa.edu.cn,tanchina@nuaa.edu.cn
Journal Article
Fast code recommendation via approximate sub-tree matching
Yichao SHAO, Zhiqiu HUANG, Weiwei LI, Yaoshen YU,shaoyichao@nuaa.edu.cn,zqhuang@nuaa.edu.cn
Journal Article
Bevacizumab in combination with pemetrexed and platinum for elderly patients with advanced non-squamousnon-small-cell lung cancer: a retrospective analysis
Journal Article
APFD: an effective approach to taxi route recommendation with mobile trajectory big data
Wenyong ZHANG, Dawen XIA, Guoyan CHANG, Yang HU, Yujia HUO, Fujian FENG, Yantao LI, Huaqing LI
Journal Article
RepoLike: amulti-feature-based personalized recommendation approach for open-source repositories
Cheng YANG, Qiang FAN, Tao WANG, Gang YIN, Xun-hui ZHANG, Yue YU, Hua-min WANG
Journal Article
A knowledge-guided and traditional Chinese medicine informed approach for herb recommendation
Zhe JIN, Yin ZHANG, Jiaxu MIAO, Yi YANG, Yueting ZHUANG, Yunhe PAN,11521043@zju.edu.cn,yinzh@zju.edu.cn
Journal Article
Phosphorus supply and management in vegetable production systems in China
Rui WANG, Weiming SHI, Yilin LI
Journal Article
Explainable data transformation recommendation for automatic visualization
Ziliang WU, Wei CHEN, Yuxin MA, Tong XU, Fan YAN, Lei LV, Zhonghao QIAN, Jiazhi XIA,wzlzju@zju.edu.cn,chenvis@zju.edu.cn
Journal Article